Dataset statistics
| Number of variables | 17 |
|---|---|
| Number of observations | 8000 |
| Missing cells | 65775 |
| Missing cells (%) | 48.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.0 MiB |
| Average record size in memory | 136.0 B |
Variable types
| NUM | 8 |
|---|---|
| CAT | 8 |
| BOOL | 1 |
Fur Color has a high cardinality: 344 distinct values | High cardinality |
Ranking is highly correlated with Rarity Score | High correlation |
Rarity Score is highly correlated with Ranking | High correlation |
Rarity has 4385 (54.8%) missing values | Missing |
Rarity Score has 4385 (54.8%) missing values | Missing |
Ranking has 4385 (54.8%) missing values | Missing |
Gender has 4385 (54.8%) missing values | Missing |
Breed has 4385 (54.8%) missing values | Missing |
Fur Color has 4385 (54.8%) missing values | Missing |
Eyes Color has 4385 (54.8%) missing values | Missing |
Dominant Personality has 4385 (54.8%) missing values | Missing |
Recessive Personality has 4385 (54.8%) missing values | Missing |
Vitality has 4385 (54.8%) missing values | Missing |
Intelligence has 4385 (54.8%) missing values | Missing |
Robustness has 4385 (54.8%) missing values | Missing |
Obedience has 4385 (54.8%) missing values | Missing |
Friendliness has 4385 (54.8%) missing values | Missing |
Bonding has 4385 (54.8%) missing values | Missing |
Id has unique values | Unique |
Reproduction
| Analysis started | 2022-03-06 02:26:58.742086 |
|---|---|
| Analysis finished | 2022-03-06 02:27:14.713347 |
| Duration | 15.97 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 8000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4000.5 |
|---|---|
| Minimum | 1 |
| Maximum | 8000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 400.95 |
| Q1 | 2000.75 |
| median | 4000.5 |
| Q3 | 6000.25 |
| 95-th percentile | 7600.05 |
| Maximum | 8000 |
| Range | 7999 |
| Interquartile range (IQR) | 3999.5 |
Descriptive statistics
| Standard deviation | 2309.54541 |
|---|---|
| Coefficient of variation (CV) | 0.5773141882 |
| Kurtosis | -1.2 |
| Mean | 4000.5 |
| Median Absolute Deviation (MAD) | 2000 |
| Skewness | 0 |
| Sum | 32004000 |
| Variance | 5334000 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2049 | 1 | < 0.1% | |
| 661 | 1 | < 0.1% | |
| 6830 | 1 | < 0.1% | |
| 685 | 1 | < 0.1% | |
| 2732 | 1 | < 0.1% | |
| 4775 | 1 | < 0.1% | |
| 6822 | 1 | < 0.1% | |
| 677 | 1 | < 0.1% | |
| 2724 | 1 | < 0.1% | |
| 4767 | 1 | < 0.1% | |
| Other values (7990) | 7990 | 99.9% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 4 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 8000 | 1 | < 0.1% | |
| 7999 | 1 | < 0.1% | |
| 7998 | 1 | < 0.1% | |
| 7997 | 1 | < 0.1% | |
| 7996 | 1 | < 0.1% |
Reveal Status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 62.5 KiB |
| 2 | |
|---|---|
| 0 | |
| 1 |
| Value | Count | Frequency (%) | |
| 2 | 3615 | 45.2% | |
| 0 | 3511 | 43.9% | |
| 1 | 874 | 10.9% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Memory size | 62.5 KiB |
| Bronze | |
|---|---|
| Silver | |
| Gold | |
| Diamond | 83 |
| Value | Count | Frequency (%) | |
| Bronze | 2129 | 26.6% | |
| Silver | 1109 | 13.9% | |
| Gold | 294 | 3.7% | |
| Diamond | 83 | 1.0% | |
| (Missing) | 4385 | 54.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 4.2925 |
| Min length | 3 |
| Distinct | 79 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.22655602 |
|---|---|
| Minimum | 20 |
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 31 |
| Q1 | 40 |
| median | 48 |
| Q3 | 61 |
| 95-th percentile | 81 |
| Maximum | 98 |
| Range | 78 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 15.2515837 |
|---|---|
| Coefficient of variation (CV) | 0.2977280709 |
| Kurtosis | 0.01898083944 |
| Mean | 51.22655602 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.6927943265 |
| Sum | 185184 |
| Variance | 232.6108054 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 47 | 126 | 1.6% | |
| 44 | 123 | 1.5% | |
| 46 | 117 | 1.5% | |
| 38 | 117 | 1.5% | |
| 43 | 116 | 1.5% | |
| 45 | 113 | 1.4% | |
| 41 | 112 | 1.4% | |
| 39 | 107 | 1.3% | |
| 48 | 104 | 1.3% | |
| 42 | 101 | 1.3% | |
| Other values (69) | 2479 | 31.0% | |
| (Missing) | 4385 | 54.8% |
| Value | Count | Frequency (%) | |
| 20 | 7 | 0.1% | |
| 21 | 5 | 0.1% | |
| 22 | 8 | 0.1% | |
| 23 | 8 | 0.1% | |
| 24 | 9 | 0.1% |
| Value | Count | Frequency (%) | |
| 98 | 1 | < 0.1% | |
| 97 | 4 | 0.1% | |
| 96 | 2 | < 0.1% | |
| 95 | 7 | 0.1% | |
| 94 | 12 | 0.1% |
| Distinct | 79 |
|---|---|
| Distinct (%) | 2.2% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3868.074412 |
|---|---|
| Minimum | 1 |
| Maximum | 7983 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 353 |
| Q1 | 1834 |
| median | 3840 |
| Q3 | 5887 |
| 95-th percentile | 7478 |
| Maximum | 7983 |
| Range | 7982 |
| Interquartile range (IQR) | 4053 |
Descriptive statistics
| Standard deviation | 2292.619734 |
|---|---|
| Coefficient of variation (CV) | 0.5927031102 |
| Kurtosis | -1.183530411 |
| Mean | 3868.074412 |
| Median Absolute Deviation (MAD) | 2006 |
| Skewness | 0.05720686741 |
| Sum | 13983089 |
| Variance | 5256105.247 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 4072 | 126 | 1.6% | |
| 4869 | 123 | 1.5% | |
| 4336 | 117 | 1.5% | |
| 6353 | 117 | 1.5% | |
| 5111 | 116 | 1.5% | |
| 4599 | 113 | 1.4% | |
| 5628 | 112 | 1.4% | |
| 6122 | 107 | 1.3% | |
| 3840 | 104 | 1.3% | |
| 5366 | 101 | 1.3% | |
| Other values (69) | 2479 | 31.0% | |
| (Missing) | 4385 | 54.8% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 3 | 4 | 0.1% | |
| 7 | 2 | < 0.1% | |
| 16 | 7 | 0.1% | |
| 35 | 12 | 0.1% |
| Value | Count | Frequency (%) | |
| 7983 | 7 | 0.1% | |
| 7967 | 5 | 0.1% | |
| 7950 | 8 | 0.1% | |
| 7926 | 8 | 0.1% | |
| 7900 | 9 | 0.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Memory size | 62.5 KiB |
| Male | |
|---|---|
| Female |
| Value | Count | Frequency (%) | |
| Male | 1837 | 23.0% | |
| Female | 1778 | 22.2% | |
| (Missing) | 4385 | 54.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.896375 |
| Min length | 3 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Memory size | 62.5 KiB |
| German Shepherd | |
|---|---|
| Border Collie | |
| Labrador | |
| Toy Poodle | |
| Pomeranian Spitz | |
| Other values (5) |
| Value | Count | Frequency (%) | |
| German Shepherd | 383 | 4.8% | |
| Border Collie | 383 | 4.8% | |
| Labrador | 376 | 4.7% | |
| Toy Poodle | 366 | 4.6% | |
| Pomeranian Spitz | 363 | 4.5% | |
| French Bulldog | 358 | 4.5% | |
| Shiba Inu | 358 | 4.5% | |
| Golden Retriever | 349 | 4.4% | |
| Rottweiler | 341 | 4.3% | |
| Husky | 338 | 4.2% | |
| (Missing) | 4385 | 54.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 16 |
|---|---|
| Median length | 3 |
| Mean length | 6.909125 |
| Min length | 3 |
| Distinct | 344 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Memory size | 62.5 KiB |
| Black & white #2 | 47 |
|---|---|
| Black & white #3 | 42 |
| Black & white #11 | 39 |
| Black & white #1 | 39 |
| Black & white #7 | 39 |
| Other values (339) |
| Value | Count | Frequency (%) | |
| Black & white #2 | 47 | 0.6% | |
| Black & white #3 | 42 | 0.5% | |
| Black & white #11 | 39 | 0.5% | |
| Black & white #1 | 39 | 0.5% | |
| Black & white #7 | 39 | 0.5% | |
| Black & white #8 | 37 | 0.5% | |
| Black & white #4 | 37 | 0.5% | |
| Black #8 | 36 | 0.4% | |
| Black & white #12 | 35 | 0.4% | |
| Black #7 | 34 | 0.4% | |
| Other values (334) | 3230 | 40.4% | |
| (Missing) | 4385 | 54.8% |
Frequencies of value counts
Unique
| Unique | 36 ? |
|---|---|
| Unique (%) | 1.0% |
Histogram of lengths of the category
Length
| Max length | 27 |
|---|---|
| Median length | 3 |
| Mean length | 7.099625 |
| Min length | 3 |
| Distinct | 45 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Memory size | 62.5 KiB |
| Brown #3 | |
|---|---|
| Brown #4 | |
| Brown #5 | |
| Brown #1 | |
| Brown #2 | |
| Other values (40) |
| Value | Count | Frequency (%) | |
| Brown #3 | 322 | 4.0% | |
| Brown #4 | 295 | 3.7% | |
| Brown #5 | 290 | 3.6% | |
| Brown #1 | 286 | 3.6% | |
| Brown #2 | 267 | 3.3% | |
| Black #3 | 188 | 2.4% | |
| Black #4 | 183 | 2.3% | |
| Black #1 | 175 | 2.2% | |
| Black #5 | 173 | 2.2% | |
| Black #2 | 162 | 2.0% | |
| Other values (35) | 1274 | 15.9% | |
| (Missing) | 4385 | 54.8% |
Frequencies of value counts
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.1% |
Histogram of lengths of the category
Length
| Max length | 16 |
|---|---|
| Median length | 3 |
| Mean length | 5.496625 |
| Min length | 3 |
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Memory size | 62.5 KiB |
| Playful | 210 |
|---|---|
| Funny | 193 |
| Talkative | 193 |
| Naive | 193 |
| Shy | 191 |
| Other values (25) |
| Value | Count | Frequency (%) | |
| Playful | 210 | 2.6% | |
| Funny | 193 | 2.4% | |
| Talkative | 193 | 2.4% | |
| Naive | 193 | 2.4% | |
| Shy | 191 | 2.4% | |
| Charming | 190 | 2.4% | |
| Stubborn | 185 | 2.3% | |
| Lazy | 178 | 2.2% | |
| Needy | 176 | 2.2% | |
| Foodie | 175 | 2.2% | |
| Other values (20) | 1731 | 21.6% | |
| (Missing) | 4385 | 54.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 12 |
|---|---|
| Median length | 3 |
| Mean length | 4.6105 |
| Min length | 3 |
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Memory size | 62.5 KiB |
| Needy | 202 |
|---|---|
| Gentle | 199 |
| Devoted | 195 |
| Foodie | 189 |
| Lazy | 189 |
| Other values (25) |
| Value | Count | Frequency (%) | |
| Needy | 202 | 2.5% | |
| Gentle | 199 | 2.5% | |
| Devoted | 195 | 2.4% | |
| Foodie | 189 | 2.4% | |
| Lazy | 189 | 2.4% | |
| Talkative | 189 | 2.4% | |
| Funny | 188 | 2.4% | |
| Shy | 187 | 2.3% | |
| Naive | 180 | 2.2% | |
| Jolly | 180 | 2.2% | |
| Other values (20) | 1717 | 21.5% | |
| (Missing) | 4385 | 54.8% |
Frequencies of value counts
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Histogram of lengths of the category
Length
| Max length | 12 |
|---|---|
| Median length | 3 |
| Mean length | 4.566875 |
| Min length | 3 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.169571231 |
|---|---|
| Minimum | 3 |
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.347215899 |
|---|---|
| Coefficient of variation (CV) | 0.3804504092 |
| Kurtosis | 0.01111690627 |
| Mean | 6.169571231 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.7166468694 |
| Sum | 22303 |
| Variance | 5.509422478 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) | |
| 5 | 650 | 8.1% | |
| 6 | 589 | 7.4% | |
| 4 | 561 | 7.0% | |
| 7 | 440 | 5.5% | |
| 3 | 424 | 5.3% | |
| 8 | 325 | 4.1% | |
| 9 | 294 | 3.7% | |
| 10 | 126 | 1.6% | |
| 11 | 98 | 1.2% | |
| 12 | 68 | 0.9% | |
| Other values (2) | 40 | 0.5% | |
| (Missing) | 4385 | 54.8% |
| Value | Count | Frequency (%) | |
| 3 | 424 | 5.3% | |
| 4 | 561 | 7.0% | |
| 5 | 650 | 8.1% | |
| 6 | 589 | 7.4% | |
| 7 | 440 | 5.5% |
| Value | Count | Frequency (%) | |
| 14 | 3 | < 0.1% | |
| 13 | 37 | 0.5% | |
| 12 | 68 | 0.9% | |
| 11 | 98 | 1.2% | |
| 10 | 126 | 1.6% |
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.925587828 |
|---|---|
| Minimum | 3 |
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 15 |
| Range | 12 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.702300928 |
|---|---|
| Coefficient of variation (CV) | 0.4560393005 |
| Kurtosis | 0.08110590641 |
| Mean | 5.925587828 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.894341653 |
| Sum | 21421 |
| Variance | 7.302430306 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) | |
| 3 | 826 | 10.3% | |
| 4 | 542 | 6.8% | |
| 5 | 526 | 6.6% | |
| 6 | 468 | 5.9% | |
| 7 | 333 | 4.2% | |
| 8 | 278 | 3.5% | |
| 9 | 223 | 2.8% | |
| 10 | 128 | 1.6% | |
| 12 | 109 | 1.4% | |
| 11 | 104 | 1.3% | |
| Other values (3) | 78 | 1.0% | |
| (Missing) | 4385 | 54.8% |
| Value | Count | Frequency (%) | |
| 3 | 826 | 10.3% | |
| 4 | 542 | 6.8% | |
| 5 | 526 | 6.6% | |
| 6 | 468 | 5.9% | |
| 7 | 333 | 4.2% |
| Value | Count | Frequency (%) | |
| 15 | 1 | < 0.1% | |
| 14 | 27 | 0.3% | |
| 13 | 50 | 0.6% | |
| 12 | 109 | 1.4% | |
| 11 | 104 | 1.3% |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.25670816 |
|---|---|
| Minimum | 3 |
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 13 |
| Range | 10 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.487699392 |
|---|---|
| Coefficient of variation (CV) | 0.4732428196 |
| Kurtosis | 0.03190614034 |
| Mean | 5.25670816 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.060492019 |
| Sum | 19003 |
| Variance | 6.188648264 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) | |
| 3 | 1171 | 14.6% | |
| 4 | 703 | 8.8% | |
| 5 | 529 | 6.6% | |
| 6 | 299 | 3.7% | |
| 8 | 192 | 2.4% | |
| 7 | 191 | 2.4% | |
| 9 | 174 | 2.2% | |
| 10 | 166 | 2.1% | |
| 11 | 141 | 1.8% | |
| 12 | 48 | 0.6% | |
| (Missing) | 4385 | 54.8% |
| Value | Count | Frequency (%) | |
| 3 | 1171 | 14.6% | |
| 4 | 703 | 8.8% | |
| 5 | 529 | 6.6% | |
| 6 | 299 | 3.7% | |
| 7 | 191 | 2.4% |
| Value | Count | Frequency (%) | |
| 13 | 1 | < 0.1% | |
| 12 | 48 | 0.6% | |
| 11 | 141 | 1.8% | |
| 10 | 166 | 2.1% | |
| 9 | 174 | 2.2% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.316182573 |
|---|---|
| Minimum | 3 |
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 4 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 11 |
| Maximum | 14 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.569972799 |
|---|---|
| Coefficient of variation (CV) | 0.4068870349 |
| Kurtosis | -0.8679466779 |
| Mean | 6.316182573 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.3464226647 |
| Sum | 22833 |
| Variance | 6.604760188 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) | |
| 3 | 688 | 8.6% | |
| 4 | 437 | 5.5% | |
| 8 | 428 | 5.3% | |
| 5 | 425 | 5.3% | |
| 6 | 410 | 5.1% | |
| 7 | 408 | 5.1% | |
| 9 | 346 | 4.3% | |
| 10 | 262 | 3.3% | |
| 11 | 135 | 1.7% | |
| 12 | 53 | 0.7% | |
| Other values (2) | 23 | 0.3% | |
| (Missing) | 4385 | 54.8% |
| Value | Count | Frequency (%) | |
| 3 | 688 | 8.6% | |
| 4 | 437 | 5.5% | |
| 5 | 425 | 5.3% | |
| 6 | 410 | 5.1% | |
| 7 | 408 | 5.1% |
| Value | Count | Frequency (%) | |
| 14 | 2 | < 0.1% | |
| 13 | 21 | 0.3% | |
| 12 | 53 | 0.7% | |
| 11 | 135 | 1.7% | |
| 10 | 262 | 3.3% |
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 4385 |
| Missing (%) | 54.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.146334716 |
|---|---|
| Minimum | 3 |
| Maximum | 15 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 62.5 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 3 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 15 |
| Range | 12 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.863409068 |
|---|---|
| Coefficient of variation (CV) | 0.5563977522 |
| Kurtosis | 0.4456027655 |
| Mean | 5.146334716 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.241612757 |
| Sum | 18604 |
| Variance | 8.199111493 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) | |
| 3 | 1759 | 22.0% | |
| 4 | 370 | 4.6% | |
| 5 | 311 | 3.9% | |
| 6 | 225 | 2.8% | |
| 7 | 196 | 2.5% | |
| 8 | 177 | 2.2% | |
| 10 | 162 | 2.0% | |
| 9 | 142 | 1.8% | |
| 11 | 115 | 1.4% | |
| 12 | 95 | 1.2% | |
| Other values (3) | 63 | 0.8% | |
| (Missing) | 4385 | 54.8% |
| Value | Count | Frequency (%) | |
| 3 | 1759 | 22.0% | |
| 4 | 370 | 4.6% | |
| 5 | 311 | 3.9% | |
| 6 | 225 | 2.8% | |
| 7 | 196 | 2.5% |
| Value | Count | Frequency (%) | |
| 15 | 4 | 0.1% | |
| 14 | 24 | 0.3% | |
| 13 | 35 | 0.4% | |
| 12 | 95 | 1.2% | |
| 11 | 115 | 1.4% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Id | Reveal Status | Rarity | Rarity Score | Ranking | Gender | Breed | Fur Color | Eyes Color | Dominant Personality | Recessive Personality | Vitality | Intelligence | Robustness | Obedience | Friendliness | Bonding | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0 | None | NaN | NaN | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN |
| 1 | 2 | 0 | None | NaN | NaN | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN |
| 2 | 3 | 0 | None | NaN | NaN | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN |
| 3 | 4 | 1 | None | NaN | NaN | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN |
| 4 | 5 | 0 | None | NaN | NaN | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN |
| 5 | 6 | 0 | None | NaN | NaN | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN |
| 6 | 7 | 2 | Bronze | 36.0 | 6766.0 | Female | Husky | Black & white #11 | Brown #3 | Naive | Devoted | 5.0 | 5.0 | 5.0 | 5.0 | 3.0 | 1.0 |
| 7 | 8 | 0 | None | NaN | NaN | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN |
| 8 | 9 | 0 | None | NaN | NaN | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN |
| 9 | 10 | 2 | Bronze | 50.0 | 3431.0 | Female | Husky | Black & white #9 | Green #4 | Funny | Serious | 7.0 | 5.0 | 9.0 | 5.0 | 3.0 | 1.0 |
Last rows
| Id | Reveal Status | Rarity | Rarity Score | Ranking | Gender | Breed | Fur Color | Eyes Color | Dominant Personality | Recessive Personality | Vitality | Intelligence | Robustness | Obedience | Friendliness | Bonding | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 7990 | 7991 | 2 | Diamond | 94.0 | 35.0 | Female | German Shepherd | Silver #9 | Brown #5 | Serious | Independent | 5.0 | 10.0 | 3.0 | 12.0 | 3.0 | 1.0 |
| 7991 | 7992 | 2 | Silver | 47.0 | 4072.0 | Female | Shiba Inu | Red #9 | Brown #3 | Talkative | Gentle | 6.0 | 8.0 | 11.0 | 3.0 | 3.0 | 1.0 |
| 7992 | 7993 | 2 | Bronze | 43.0 | 5111.0 | Female | Labrador | Sand #8 | Brown #3 | Excentric | Talkative | 3.0 | 4.0 | 3.0 | 4.0 | 9.0 | 1.0 |
| 7993 | 7994 | 2 | Gold | 77.0 | 611.0 | Female | Husky | Black & white #5 | Brown #5 | Stubborn | Jolly | 7.0 | 8.0 | 9.0 | 3.0 | 3.0 | 1.0 |
| 7994 | 7995 | 2 | Bronze | 42.0 | 5366.0 | Male | Husky | Black & white #11 | Blue & brown #3 | Independent | Needy | 5.0 | 6.0 | 4.0 | 4.0 | 3.0 | 1.0 |
| 7995 | 7996 | 0 | None | NaN | NaN | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN |
| 7996 | 7997 | 2 | Bronze | 43.0 | 5111.0 | Female | Golden Retriever | Sand #8 | Black #4 | Fashionista | Jolly | 6.0 | 4.0 | 3.0 | 5.0 | 8.0 | 1.0 |
| 7997 | 7998 | 0 | None | NaN | NaN | None | None | None | None | None | None | NaN | NaN | NaN | NaN | NaN | NaN |
| 7998 | 7999 | 2 | Bronze | 39.0 | 6122.0 | Female | Shiba Inu | Black & tan #9 | Black #5 | Talkative | Independent | 9.0 | 11.0 | 8.0 | 3.0 | 3.0 | 1.0 |
| 7999 | 8000 | 2 | Bronze | 40.0 | 5887.0 | Female | French Bulldog | Black & white #3 | Brown #4 | Stubborn | Adventurer | 8.0 | 3.0 | 3.0 | 8.0 | 13.0 | 1.0 |